Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 50 |
| Missing cells | 101 |
| Missing cells (%) | 10.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 32.6 KiB |
| Average record size in memory | 666.8 B |
Variable types
| Text | 4 |
|---|---|
| Numeric | 10 |
| Categorical | 5 |
| DateTime | 1 |
alcohol_consumption is highly overall correlated with blood_pressure_systolic and 2 other fields | High correlation |
blood_pressure_diastolic is highly overall correlated with blood_pressure_systolic and 9 other fields | High correlation |
blood_pressure_systolic is highly overall correlated with alcohol_consumption and 10 other fields | High correlation |
blood_type is highly overall correlated with current_insurance_provider | High correlation |
bmi is highly overall correlated with alcohol_consumption and 10 other fields | High correlation |
cholesterol_total is highly overall correlated with blood_pressure_diastolic and 9 other fields | High correlation |
current_insurance_provider is highly overall correlated with blood_type | High correlation |
exercise_frequency_per_week is highly overall correlated with blood_pressure_diastolic and 8 other fields | High correlation |
fitness_level is highly overall correlated with blood_pressure_diastolic and 7 other fields | High correlation |
glucose_level is highly overall correlated with blood_pressure_diastolic and 8 other fields | High correlation |
height_cm is highly overall correlated with bmi and 1 other fields | High correlation |
resting_heart_rate is highly overall correlated with blood_pressure_diastolic and 8 other fields | High correlation |
sleep_hours_avg is highly overall correlated with blood_pressure_diastolic and 9 other fields | High correlation |
smoking_status is highly overall correlated with blood_pressure_diastolic and 9 other fields | High correlation |
weight_kg is highly overall correlated with alcohol_consumption and 7 other fields | High correlation |
smoking_status is highly imbalanced (50.3%) | Imbalance |
medical_conditions has 34 (68.0%) missing values | Missing |
allergies has 31 (62.0%) missing values | Missing |
medications has 36 (72.0%) missing values | Missing |
user_id has unique values | Unique |
Reproduction
| Analysis started | 2025-06-03 14:23:41.967692 |
|---|---|
| Analysis finished | 2025-06-03 14:23:48.524353 |
| Duration | 6.56 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
user_id
Text
Unique
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | USR001 |
|---|---|
| 2nd row | USR002 |
| 3rd row | USR003 |
| 4th row | USR004 |
| 5th row | USR005 |
| Value | Count | Frequency (%) |
| usr001 | 1 | 2.0% |
| usr002 | 1 | 2.0% |
| usr003 | 1 | 2.0% |
| usr004 | 1 | 2.0% |
| usr005 | 1 | 2.0% |
| usr006 | 1 | 2.0% |
| usr007 | 1 | 2.0% |
| usr008 | 1 | 2.0% |
| usr009 | 1 | 2.0% |
| usr010 | 1 | 2.0% |
| Other values (40) | 40 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 64 | |
| U | 50 | |
| S | 50 | |
| R | 50 | |
| 1 | 15 | 5.0% |
| 2 | 15 | 5.0% |
| 3 | 15 | 5.0% |
| 4 | 15 | 5.0% |
| 5 | 6 | 2.0% |
| 6 | 5 | 1.7% |
| Other values (3) | 15 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 64 | |
| U | 50 | |
| S | 50 | |
| R | 50 | |
| 1 | 15 | 5.0% |
| 2 | 15 | 5.0% |
| 3 | 15 | 5.0% |
| 4 | 15 | 5.0% |
| 5 | 6 | 2.0% |
| 6 | 5 | 1.7% |
| Other values (3) | 15 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 64 | |
| U | 50 | |
| S | 50 | |
| R | 50 | |
| 1 | 15 | 5.0% |
| 2 | 15 | 5.0% |
| 3 | 15 | 5.0% |
| 4 | 15 | 5.0% |
| 5 | 6 | 2.0% |
| 6 | 5 | 1.7% |
| Other values (3) | 15 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 64 | |
| U | 50 | |
| S | 50 | |
| R | 50 | |
| 1 | 15 | 5.0% |
| 2 | 15 | 5.0% |
| 3 | 15 | 5.0% |
| 4 | 15 | 5.0% |
| 5 | 6 | 2.0% |
| 6 | 5 | 1.7% |
| Other values (3) | 15 | 5.0% |
height_cm
Real number (ℝ)
High correlation
| Distinct | 21 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 172.38 |
| Minimum | 162 |
|---|---|
| Maximum | 183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 162 |
|---|---|
| 5-th percentile | 163.45 |
| Q1 | 166.25 |
| median | 173 |
| Q3 | 178 |
| 95-th percentile | 181.55 |
| Maximum | 183 |
| Range | 21 |
| Interquartile range (IQR) | 11.75 |
Descriptive statistics
| Standard deviation | 6.3370952 |
|---|---|
| Coefficient of variation (CV) | 0.036762358 |
| Kurtosis | -1.4240427 |
| Mean | 172.38 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.0096074508 |
| Sum | 8619 |
| Variance | 40.158776 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 165 | 4 | 8.0% |
| 178 | 3 | 6.0% |
| 170 | 3 | 6.0% |
| 175 | 3 | 6.0% |
| 168 | 3 | 6.0% |
| 164 | 3 | 6.0% |
| 180 | 3 | 6.0% |
| 176 | 3 | 6.0% |
| 166 | 3 | 6.0% |
| 177 | 3 | 6.0% |
| Other values (11) | 19 |
| Value | Count | Frequency (%) |
| 162 | 1 | 2.0% |
| 163 | 2 | |
| 164 | 3 | |
| 165 | 4 | |
| 166 | 3 | |
| 167 | 2 | |
| 168 | 3 | |
| 169 | 2 | |
| 170 | 3 | |
| 171 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 183 | 1 | 2.0% |
| 182 | 2 | |
| 181 | 2 | |
| 180 | 3 | |
| 179 | 3 | |
| 178 | 3 | |
| 177 | 3 | |
| 176 | 3 | |
| 175 | 3 | |
| 174 | 2 |
weight_kg
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.66 |
| Minimum | 55 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 55 |
|---|---|
| 5-th percentile | 56 |
| Q1 | 59 |
| median | 66.5 |
| Q3 | 78 |
| 95-th percentile | 84 |
| Maximum | 85 |
| Range | 30 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 10.235213 |
|---|---|
| Coefficient of variation (CV) | 0.14907098 |
| Kurtosis | -1.6018061 |
| Mean | 68.66 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 0.19034946 |
| Sum | 3433 |
| Variance | 104.75959 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 58 | 5 | 10.0% |
| 61 | 3 | 6.0% |
| 78 | 3 | 6.0% |
| 59 | 3 | 6.0% |
| 60 | 3 | 6.0% |
| 72 | 2 | 4.0% |
| 76 | 2 | 4.0% |
| 55 | 2 | 4.0% |
| 63 | 2 | 4.0% |
| 85 | 2 | 4.0% |
| Other values (16) | 23 |
| Value | Count | Frequency (%) |
| 55 | 2 | 4.0% |
| 56 | 2 | 4.0% |
| 57 | 2 | 4.0% |
| 58 | 5 | |
| 59 | 3 | |
| 60 | 3 | |
| 61 | 3 | |
| 62 | 2 | 4.0% |
| 63 | 2 | 4.0% |
| 64 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 85 | 2 | |
| 84 | 2 | |
| 83 | 1 | 2.0% |
| 82 | 2 | |
| 81 | 1 | 2.0% |
| 80 | 2 | |
| 79 | 2 | |
| 78 | 3 | |
| 77 | 1 | 2.0% |
| 76 | 2 |
bmi
Real number (ℝ)
High correlation
| Distinct | 33 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.966 |
| Minimum | 20.7 |
|---|---|
| Maximum | 26.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 20.7 |
|---|---|
| 5-th percentile | 20.845 |
| Q1 | 21.325 |
| median | 22.25 |
| Q3 | 24.2 |
| 95-th percentile | 25.955 |
| Maximum | 26.8 |
| Range | 6.1 |
| Interquartile range (IQR) | 2.875 |
Descriptive statistics
| Standard deviation | 1.879493 |
|---|---|
| Coefficient of variation (CV) | 0.081838064 |
| Kurtosis | -1.2018576 |
| Mean | 22.966 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 0.49842495 |
| Sum | 1148.3 |
| Variance | 3.5324939 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 21.3 | 5 | 10.0% |
| 21.5 | 4 | 8.0% |
| 21.4 | 3 | 6.0% |
| 21.6 | 3 | 6.0% |
| 25.9 | 2 | 4.0% |
| 24.1 | 2 | 4.0% |
| 20.8 | 2 | 4.0% |
| 21 | 2 | 4.0% |
| 25.5 | 2 | 4.0% |
| 24.2 | 2 | 4.0% |
| Other values (23) | 23 |
| Value | Count | Frequency (%) |
| 20.7 | 1 | 2.0% |
| 20.8 | 2 | 4.0% |
| 20.9 | 1 | 2.0% |
| 21 | 2 | 4.0% |
| 21.1 | 1 | 2.0% |
| 21.2 | 1 | 2.0% |
| 21.3 | 5 | |
| 21.4 | 3 | |
| 21.5 | 4 | |
| 21.6 | 3 |
| Value | Count | Frequency (%) |
| 26.8 | 1 | |
| 26.5 | 1 | |
| 26 | 1 | |
| 25.9 | 2 | |
| 25.7 | 1 | |
| 25.6 | 1 | |
| 25.5 | 2 | |
| 25.2 | 1 | |
| 24.9 | 1 | |
| 24.5 | 1 |
blood_type
Categorical
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| A+ | |
|---|---|
| O+ | |
| A- | |
| O- | |
| AB+ | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.18 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A+ |
|---|---|
| 2nd row | O- |
| 3rd row | B+ |
| 4th row | AB+ |
| 5th row | A- |
Common Values
| Value | Count | Frequency (%) |
| A+ | 9 | |
| O+ | 8 | |
| A- | 7 | |
| O- | 7 | |
| AB+ | 5 | |
| B+ | 5 | |
| B- | 5 | |
| AB- | 4 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 16 | |
| o | 15 | |
| b | 10 | |
| ab | 9 |
Most occurring characters
| Value | Count | Frequency (%) |
| + | 27 | |
| A | 25 | |
| - | 23 | |
| B | 19 | |
| O | 15 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 109 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| + | 27 | |
| A | 25 | |
| - | 23 | |
| B | 19 | |
| O | 15 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 109 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| + | 27 | |
| A | 25 | |
| - | 23 | |
| B | 19 | |
| O | 15 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 109 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| + | 27 | |
| A | 25 | |
| - | 23 | |
| B | 19 | |
| O | 15 |
Missing
| Distinct | 15 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 34 |
| Missing (%) | 68.0% |
| Memory size | 2.3 KiB |
Length
| Max length | 16 |
|---|---|
| Median length | 14 |
| Mean length | 12 |
| Min length | 6 |
Unique
| Unique | 14 ? |
|---|---|
| Unique (%) | 87.5% |
Sample
| 1st row | Hypertension |
|---|---|
| 2nd row | Diabetes Type 2 |
| 3rd row | Asthma |
| 4th row | Lower back pain |
| 5th row | Hypothyroidism |
| Value | Count | Frequency (%) |
| hypothyroidism | 2 | 8.3% |
| diabetes | 1 | 4.2% |
| type | 1 | 4.2% |
| 2 | 1 | 4.2% |
| hypertension | 1 | 4.2% |
| asthma | 1 | 4.2% |
| lower | 1 | 4.2% |
| back | 1 | 4.2% |
| pain | 1 | 4.2% |
| knee | 1 | 4.2% |
| Other values (13) | 13 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 24 | |
| i | 20 | 10.4% |
| s | 16 | 8.3% |
| o | 13 | 6.8% |
| a | 13 | 6.8% |
| r | 12 | 6.2% |
| t | 11 | 5.7% |
| p | 9 | 4.7% |
| 8 | 4.2% | |
| y | 8 | 4.2% |
| Other values (24) | 58 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 192 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 24 | |
| i | 20 | 10.4% |
| s | 16 | 8.3% |
| o | 13 | 6.8% |
| a | 13 | 6.8% |
| r | 12 | 6.2% |
| t | 11 | 5.7% |
| p | 9 | 4.7% |
| 8 | 4.2% | |
| y | 8 | 4.2% |
| Other values (24) | 58 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 192 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 24 | |
| i | 20 | 10.4% |
| s | 16 | 8.3% |
| o | 13 | 6.8% |
| a | 13 | 6.8% |
| r | 12 | 6.2% |
| t | 11 | 5.7% |
| p | 9 | 4.7% |
| 8 | 4.2% | |
| y | 8 | 4.2% |
| Other values (24) | 58 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 192 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 24 | |
| i | 20 | 10.4% |
| s | 16 | 8.3% |
| o | 13 | 6.8% |
| a | 13 | 6.8% |
| r | 12 | 6.2% |
| t | 11 | 5.7% |
| p | 9 | 4.7% |
| 8 | 4.2% | |
| y | 8 | 4.2% |
| Other values (24) | 58 |
allergies
Text
Missing
| Distinct | 15 |
|---|---|
| Distinct (%) | 78.9% |
| Missing | 31 |
| Missing (%) | 62.0% |
| Memory size | 2.3 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 6.1052632 |
| Min length | 3 |
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | 63.2% |
Sample
| 1st row | Pollen |
|---|---|
| 2nd row | Shellfish |
| 3rd row | Nuts |
| 4th row | Latex |
| 5th row | Dust mites |
| Value | Count | Frequency (%) |
| pollen | 3 | |
| latex | 2 | 10.0% |
| gluten | 2 | 10.0% |
| dust | 2 | 10.0% |
| nuts | 1 | 5.0% |
| mites | 1 | 5.0% |
| cats | 1 | 5.0% |
| shellfish | 1 | 5.0% |
| soy | 1 | 5.0% |
| penicillin | 1 | 5.0% |
| Other values (5) | 5 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 13 | |
| e | 12 | 10.3% |
| t | 11 | 9.5% |
| i | 10 | 8.6% |
| n | 9 | 7.8% |
| s | 8 | 6.9% |
| o | 8 | 6.9% |
| u | 5 | 4.3% |
| P | 4 | 3.4% |
| a | 4 | 3.4% |
| Other values (21) | 32 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 116 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 13 | |
| e | 12 | 10.3% |
| t | 11 | 9.5% |
| i | 10 | 8.6% |
| n | 9 | 7.8% |
| s | 8 | 6.9% |
| o | 8 | 6.9% |
| u | 5 | 4.3% |
| P | 4 | 3.4% |
| a | 4 | 3.4% |
| Other values (21) | 32 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 116 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 13 | |
| e | 12 | 10.3% |
| t | 11 | 9.5% |
| i | 10 | 8.6% |
| n | 9 | 7.8% |
| s | 8 | 6.9% |
| o | 8 | 6.9% |
| u | 5 | 4.3% |
| P | 4 | 3.4% |
| a | 4 | 3.4% |
| Other values (21) | 32 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 116 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 13 | |
| e | 12 | 10.3% |
| t | 11 | 9.5% |
| i | 10 | 8.6% |
| n | 9 | 7.8% |
| s | 8 | 6.9% |
| o | 8 | 6.9% |
| u | 5 | 4.3% |
| P | 4 | 3.4% |
| a | 4 | 3.4% |
| Other values (21) | 32 |
current_insurance_provider
Categorical
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| Techniker Krankenkasse | |
|---|---|
| AOK Bayern | |
| Barmer | |
| DAK-Gesundheit | |
| Allianz Private | |
| Other values (4) |
Length
| Max length | 22 |
|---|---|
| Median length | 12 |
| Mean length | 12.3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Techniker Krankenkasse |
|---|---|
| 2nd row | AOK Bayern |
| 3rd row | Barmer |
| 4th row | DAK-Gesundheit |
| 5th row | Allianz Private |
Common Values
| Value | Count | Frequency (%) |
| Techniker Krankenkasse | 10 | |
| AOK Bayern | 5 | |
| Barmer | 5 | |
| DAK-Gesundheit | 5 | |
| Allianz Private | 5 | |
| AOK Nordrhein | 5 | |
| BKK VBU | 5 | |
| IKK classic | 5 | |
| HEK | 5 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| techniker | 10 | |
| krankenkasse | 10 | |
| aok | 10 | |
| bayern | 5 | 5.9% |
| barmer | 5 | 5.9% |
| dak-gesundheit | 5 | 5.9% |
| allianz | 5 | 5.9% |
| private | 5 | 5.9% |
| nordrhein | 5 | 5.9% |
| bkk | 5 | 5.9% |
| Other values (4) | 20 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 70 | 11.4% |
| n | 50 | 8.1% |
| K | 50 | 8.1% |
| r | 50 | 8.1% |
| a | 45 | 7.3% |
| 35 | 5.7% | |
| s | 35 | 5.7% |
| i | 35 | 5.7% |
| k | 30 | 4.9% |
| h | 20 | 3.3% |
| Other values (24) | 195 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 70 | 11.4% |
| n | 50 | 8.1% |
| K | 50 | 8.1% |
| r | 50 | 8.1% |
| a | 45 | 7.3% |
| 35 | 5.7% | |
| s | 35 | 5.7% |
| i | 35 | 5.7% |
| k | 30 | 4.9% |
| h | 20 | 3.3% |
| Other values (24) | 195 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 70 | 11.4% |
| n | 50 | 8.1% |
| K | 50 | 8.1% |
| r | 50 | 8.1% |
| a | 45 | 7.3% |
| 35 | 5.7% | |
| s | 35 | 5.7% |
| i | 35 | 5.7% |
| k | 30 | 4.9% |
| h | 20 | 3.3% |
| Other values (24) | 195 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 70 | 11.4% |
| n | 50 | 8.1% |
| K | 50 | 8.1% |
| r | 50 | 8.1% |
| a | 45 | 7.3% |
| 35 | 5.7% | |
| s | 35 | 5.7% |
| i | 35 | 5.7% |
| k | 30 | 4.9% |
| h | 20 | 3.3% |
| Other values (24) | 195 |
fitness_level
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 KiB |
| Intermediate | |
|---|---|
| Advanced | |
| Beginner |
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 9.92 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Intermediate |
|---|---|
| 2nd row | Advanced |
| 3rd row | Beginner |
| 4th row | Intermediate |
| 5th row | Beginner |
Common Values
| Value | Count | Frequency (%) |
| Intermediate | 24 | |
| Advanced | 15 | |
| Beginner | 11 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| intermediate | 24 | |
| advanced | 15 | |
| beginner | 11 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 109 | |
| n | 61 | |
| d | 54 | |
| t | 48 | |
| a | 39 | 7.9% |
| r | 35 | 7.1% |
| i | 35 | 7.1% |
| I | 24 | 4.8% |
| m | 24 | 4.8% |
| A | 15 | 3.0% |
| Other values (4) | 52 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 496 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 109 | |
| n | 61 | |
| d | 54 | |
| t | 48 | |
| a | 39 | 7.9% |
| r | 35 | 7.1% |
| i | 35 | 7.1% |
| I | 24 | 4.8% |
| m | 24 | 4.8% |
| A | 15 | 3.0% |
| Other values (4) | 52 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 496 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 109 | |
| n | 61 | |
| d | 54 | |
| t | 48 | |
| a | 39 | 7.9% |
| r | 35 | 7.1% |
| i | 35 | 7.1% |
| I | 24 | 4.8% |
| m | 24 | 4.8% |
| A | 15 | 3.0% |
| Other values (4) | 52 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 496 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 109 | |
| n | 61 | |
| d | 54 | |
| t | 48 | |
| a | 39 | 7.9% |
| r | 35 | 7.1% |
| i | 35 | 7.1% |
| I | 24 | 4.8% |
| m | 24 | 4.8% |
| A | 15 | 3.0% |
| Other values (4) | 52 |
resting_heart_rate
Real number (ℝ)
High correlation
| Distinct | 17 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.48 |
| Minimum | 61 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 62.45 |
| Q1 | 65.25 |
| median | 68 |
| Q3 | 71 |
| 95-th percentile | 75.55 |
| Maximum | 77 |
| Range | 16 |
| Interquartile range (IQR) | 5.75 |
Descriptive statistics
| Standard deviation | 4.031711 |
|---|---|
| Coefficient of variation (CV) | 0.058874285 |
| Kurtosis | -0.59835338 |
| Mean | 68.48 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.24119504 |
| Sum | 3424 |
| Variance | 16.254694 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 68 | 7 | |
| 70 | 5 | |
| 69 | 4 | 8.0% |
| 65 | 4 | 8.0% |
| 67 | 4 | 8.0% |
| 63 | 3 | 6.0% |
| 71 | 3 | 6.0% |
| 64 | 3 | 6.0% |
| 66 | 3 | 6.0% |
| 74 | 2 | 4.0% |
| Other values (7) | 12 |
| Value | Count | Frequency (%) |
| 61 | 1 | 2.0% |
| 62 | 2 | 4.0% |
| 63 | 3 | |
| 64 | 3 | |
| 65 | 4 | |
| 66 | 3 | |
| 67 | 4 | |
| 68 | 7 | |
| 69 | 4 | |
| 70 | 5 |
| Value | Count | Frequency (%) |
| 77 | 1 | 2.0% |
| 76 | 2 | 4.0% |
| 75 | 2 | 4.0% |
| 74 | 2 | 4.0% |
| 73 | 2 | 4.0% |
| 72 | 2 | 4.0% |
| 71 | 3 | |
| 70 | 5 | |
| 69 | 4 | |
| 68 | 7 |
blood_pressure_systolic
Real number (ℝ)
High correlation
| Distinct | 24 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 124.98 |
| Minimum | 115 |
|---|---|
| Maximum | 140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 115 |
|---|---|
| 5-th percentile | 117.45 |
| Q1 | 120.25 |
| median | 124 |
| Q3 | 127.75 |
| 95-th percentile | 135.55 |
| Maximum | 140 |
| Range | 25 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 5.8814478 |
|---|---|
| Coefficient of variation (CV) | 0.047059112 |
| Kurtosis | -0.014981234 |
| Mean | 124.98 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.67069793 |
| Sum | 6249 |
| Variance | 34.591429 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 125 | 5 | 10.0% |
| 124 | 5 | 10.0% |
| 120 | 4 | 8.0% |
| 122 | 3 | 6.0% |
| 126 | 3 | 6.0% |
| 123 | 3 | 6.0% |
| 119 | 3 | 6.0% |
| 118 | 3 | 6.0% |
| 127 | 3 | 6.0% |
| 121 | 2 | 4.0% |
| Other values (14) | 16 |
| Value | Count | Frequency (%) |
| 115 | 1 | 2.0% |
| 116 | 1 | 2.0% |
| 117 | 1 | 2.0% |
| 118 | 3 | |
| 119 | 3 | |
| 120 | 4 | |
| 121 | 2 | 4.0% |
| 122 | 3 | |
| 123 | 3 | |
| 124 | 5 |
| Value | Count | Frequency (%) |
| 140 | 1 | |
| 138 | 1 | |
| 136 | 1 | |
| 135 | 2 | |
| 134 | 1 | |
| 133 | 1 | |
| 132 | 1 | |
| 131 | 1 | |
| 130 | 1 | |
| 129 | 1 |
blood_pressure_diastolic
Real number (ℝ)
High correlation
| Distinct | 18 |
|---|---|
| Distinct (%) | 36.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.42 |
| Minimum | 74 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 74 |
|---|---|
| 5-th percentile | 75.45 |
| Q1 | 78.25 |
| median | 81 |
| Q3 | 83.75 |
| 95-th percentile | 88.55 |
| Maximum | 91 |
| Range | 17 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 4.1061924 |
|---|---|
| Coefficient of variation (CV) | 0.050432233 |
| Kurtosis | -0.35350268 |
| Mean | 81.42 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.40049326 |
| Sum | 4071 |
| Variance | 16.860816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 80 | 6 | |
| 82 | 6 | |
| 81 | 5 | |
| 83 | 4 | 8.0% |
| 78 | 4 | 8.0% |
| 76 | 3 | 6.0% |
| 77 | 3 | 6.0% |
| 79 | 3 | 6.0% |
| 75 | 2 | 4.0% |
| 85 | 2 | 4.0% |
| Other values (8) | 12 |
| Value | Count | Frequency (%) |
| 74 | 1 | 2.0% |
| 75 | 2 | 4.0% |
| 76 | 3 | |
| 77 | 3 | |
| 78 | 4 | |
| 79 | 3 | |
| 80 | 6 | |
| 81 | 5 | |
| 82 | 6 | |
| 83 | 4 |
| Value | Count | Frequency (%) |
| 91 | 1 | 2.0% |
| 90 | 1 | 2.0% |
| 89 | 1 | 2.0% |
| 88 | 2 | 4.0% |
| 87 | 2 | 4.0% |
| 86 | 2 | 4.0% |
| 85 | 2 | 4.0% |
| 84 | 2 | 4.0% |
| 83 | 4 | |
| 82 | 6 |
cholesterol_total
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.8 |
| Minimum | 163 |
|---|---|
| Maximum | 245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 163 |
|---|---|
| 5-th percentile | 165.45 |
| Q1 | 172.25 |
| median | 177.5 |
| Q3 | 184.5 |
| 95-th percentile | 213.25 |
| Maximum | 245 |
| Range | 82 |
| Interquartile range (IQR) | 12.25 |
Descriptive statistics
| Standard deviation | 16.694127 |
|---|---|
| Coefficient of variation (CV) | 0.091826881 |
| Kurtosis | 5.9229624 |
| Mean | 181.8 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 2.2564152 |
| Sum | 9090 |
| Variance | 278.69388 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 180 | 3 | 6.0% |
| 175 | 3 | 6.0% |
| 176 | 3 | 6.0% |
| 178 | 3 | 6.0% |
| 177 | 3 | 6.0% |
| 172 | 2 | 4.0% |
| 165 | 2 | 4.0% |
| 168 | 2 | 4.0% |
| 174 | 2 | 4.0% |
| 182 | 2 | 4.0% |
| Other values (22) | 25 |
| Value | Count | Frequency (%) |
| 163 | 1 | |
| 165 | 2 | |
| 166 | 1 | |
| 167 | 1 | |
| 168 | 2 | |
| 169 | 1 | |
| 170 | 2 | |
| 171 | 1 | |
| 172 | 2 | |
| 173 | 1 |
| Value | Count | Frequency (%) |
| 245 | 1 | |
| 240 | 1 | |
| 220 | 1 | |
| 205 | 1 | |
| 200 | 1 | |
| 198 | 1 | |
| 195 | 2 | |
| 192 | 1 | |
| 190 | 1 | |
| 188 | 1 |
glucose_level
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.36 |
| Minimum | 86 |
|---|---|
| Maximum | 125 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 86 |
|---|---|
| 5-th percentile | 87 |
| Q1 | 90 |
| median | 93 |
| Q3 | 96 |
| 95-th percentile | 104.1 |
| Maximum | 125 |
| Range | 39 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.6846153 |
|---|---|
| Coefficient of variation (CV) | 0.07084162 |
| Kurtosis | 8.2718899 |
| Mean | 94.36 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.3014575 |
| Sum | 4718 |
| Variance | 44.684082 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 92 | 5 | 10.0% |
| 94 | 5 | 10.0% |
| 90 | 4 | 8.0% |
| 95 | 4 | 8.0% |
| 93 | 4 | 8.0% |
| 88 | 3 | 6.0% |
| 87 | 3 | 6.0% |
| 89 | 3 | 6.0% |
| 96 | 3 | 6.0% |
| 91 | 3 | 6.0% |
| Other values (10) | 13 |
| Value | Count | Frequency (%) |
| 86 | 1 | 2.0% |
| 87 | 3 | |
| 88 | 3 | |
| 89 | 3 | |
| 90 | 4 | |
| 91 | 3 | |
| 92 | 5 | |
| 93 | 4 | |
| 94 | 5 | |
| 95 | 4 |
| Value | Count | Frequency (%) |
| 125 | 1 | 2.0% |
| 110 | 1 | 2.0% |
| 105 | 1 | 2.0% |
| 103 | 1 | 2.0% |
| 102 | 2 | |
| 101 | 1 | 2.0% |
| 99 | 1 | 2.0% |
| 98 | 2 | |
| 97 | 2 | |
| 96 | 3 |
| Distinct | 46 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 528.0 B |
| Minimum | 2023-07-10 00:00:00 |
|---|---|
| Maximum | 2023-09-22 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=46)
medications
Text
Missing
| Distinct | 13 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 36 |
| Missing (%) | 72.0% |
| Memory size | 2.2 KiB |
Length
| Max length | 13 |
|---|---|
| Median length | 11.5 |
| Mean length | 10.714286 |
| Min length | 8 |
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | 85.7% |
Sample
| 1st row | Lisinopril |
|---|---|
| 2nd row | Metformin |
| 3rd row | Salbutamol |
| 4th row | Ibuprofen |
| 5th row | Levothyroxine |
| Value | Count | Frequency (%) |
| levothyroxine | 2 | |
| lisinopril | 1 | 6.7% |
| metformin | 1 | 6.7% |
| salbutamol | 1 | 6.7% |
| ibuprofen | 1 | 6.7% |
| naproxen | 1 | 6.7% |
| sumatriptan | 1 | 6.7% |
| pregabalin | 1 | 6.7% |
| sertraline | 1 | 6.7% |
| cpap | 1 | 6.7% |
| Other values (4) | 4 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 14 | 9.3% |
| a | 14 | 9.3% |
| t | 13 | 8.7% |
| e | 13 | 8.7% |
| n | 12 | 8.0% |
| o | 12 | 8.0% |
| i | 11 | 7.3% |
| l | 7 | 4.7% |
| p | 6 | 4.0% |
| m | 4 | 2.7% |
| Other values (21) | 44 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 150 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 14 | 9.3% |
| a | 14 | 9.3% |
| t | 13 | 8.7% |
| e | 13 | 8.7% |
| n | 12 | 8.0% |
| o | 12 | 8.0% |
| i | 11 | 7.3% |
| l | 7 | 4.7% |
| p | 6 | 4.0% |
| m | 4 | 2.7% |
| Other values (21) | 44 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 150 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 14 | 9.3% |
| a | 14 | 9.3% |
| t | 13 | 8.7% |
| e | 13 | 8.7% |
| n | 12 | 8.0% |
| o | 12 | 8.0% |
| i | 11 | 7.3% |
| l | 7 | 4.7% |
| p | 6 | 4.0% |
| m | 4 | 2.7% |
| Other values (21) | 44 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 150 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 14 | 9.3% |
| a | 14 | 9.3% |
| t | 13 | 8.7% |
| e | 13 | 8.7% |
| n | 12 | 8.0% |
| o | 12 | 8.0% |
| i | 11 | 7.3% |
| l | 7 | 4.7% |
| p | 6 | 4.0% |
| m | 4 | 2.7% |
| Other values (21) | 44 |
smoking_status
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 KiB |
| Non-smoker | |
|---|---|
| Ex-smoker | |
| Smoker | 3 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.66 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Non-smoker |
|---|---|
| 2nd row | Non-smoker |
| 3rd row | Non-smoker |
| 4th row | Non-smoker |
| 5th row | Ex-smoker |
Common Values
| Value | Count | Frequency (%) |
| Non-smoker | 42 | |
| Ex-smoker | 5 | 10.0% |
| Smoker | 3 | 6.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| non-smoker | 42 | |
| ex-smoker | 5 | 10.0% |
| smoker | 3 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 92 | |
| e | 50 | |
| k | 50 | |
| m | 50 | |
| r | 50 | |
| s | 47 | |
| - | 47 | |
| N | 42 | |
| n | 42 | |
| E | 5 | 1.0% |
| Other values (2) | 8 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 483 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 92 | |
| e | 50 | |
| k | 50 | |
| m | 50 | |
| r | 50 | |
| s | 47 | |
| - | 47 | |
| N | 42 | |
| n | 42 | |
| E | 5 | 1.0% |
| Other values (2) | 8 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 483 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 92 | |
| e | 50 | |
| k | 50 | |
| m | 50 | |
| r | 50 | |
| s | 47 | |
| - | 47 | |
| N | 42 | |
| n | 42 | |
| E | 5 | 1.0% |
| Other values (2) | 8 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 483 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 92 | |
| e | 50 | |
| k | 50 | |
| m | 50 | |
| r | 50 | |
| s | 47 | |
| - | 47 | |
| N | 42 | |
| n | 42 | |
| E | 5 | 1.0% |
| Other values (2) | 8 | 1.7% |
alcohol_consumption
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Moderate | |
|---|---|
| Low | |
| High |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.48 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Moderate |
|---|---|
| 2nd row | Low |
| 3rd row | Moderate |
| 4th row | Low |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| Moderate | 23 | |
| Low | 18 | |
| High | 9 | 18.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| moderate | 23 | |
| low | 18 | |
| high | 9 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 46 | |
| o | 41 | |
| M | 23 | |
| d | 23 | |
| r | 23 | |
| a | 23 | |
| t | 23 | |
| L | 18 | 6.6% |
| w | 18 | 6.6% |
| H | 9 | 3.3% |
| Other values (3) | 27 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 274 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 46 | |
| o | 41 | |
| M | 23 | |
| d | 23 | |
| r | 23 | |
| a | 23 | |
| t | 23 | |
| L | 18 | 6.6% |
| w | 18 | 6.6% |
| H | 9 | 3.3% |
| Other values (3) | 27 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 274 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 46 | |
| o | 41 | |
| M | 23 | |
| d | 23 | |
| r | 23 | |
| a | 23 | |
| t | 23 | |
| L | 18 | 6.6% |
| w | 18 | 6.6% |
| H | 9 | 3.3% |
| Other values (3) | 27 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 274 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 46 | |
| o | 41 | |
| M | 23 | |
| d | 23 | |
| r | 23 | |
| a | 23 | |
| t | 23 | |
| L | 18 | 6.6% |
| w | 18 | 6.6% |
| H | 9 | 3.3% |
| Other values (3) | 27 |
sleep_hours_avg
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.526 |
| Minimum | 6.2 |
|---|---|
| Maximum | 8.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 6.4 |
| Q1 | 7.325 |
| median | 7.7 |
| Q3 | 8 |
| 95-th percentile | 8.2 |
| Maximum | 8.3 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.675 |
Descriptive statistics
| Standard deviation | 0.58442716 |
|---|---|
| Coefficient of variation (CV) | 0.077654419 |
| Kurtosis | -0.32084179 |
| Mean | 7.526 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.88535022 |
| Sum | 376.3 |
| Variance | 0.3415551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 8 | 6 | |
| 7.8 | 5 | |
| 8.1 | 5 | |
| 7.5 | 4 | 8.0% |
| 7.7 | 4 | 8.0% |
| 7.6 | 4 | 8.0% |
| 7.4 | 3 | 6.0% |
| 8.2 | 3 | 6.0% |
| 6.5 | 2 | 4.0% |
| 7.9 | 2 | 4.0% |
| Other values (10) | 12 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 6.3 | 1 | |
| 6.4 | 2 | |
| 6.5 | 2 | |
| 6.6 | 1 | |
| 6.7 | 1 | |
| 6.8 | 2 | |
| 7 | 1 | |
| 7.2 | 1 | |
| 7.3 | 1 |
| Value | Count | Frequency (%) |
| 8.3 | 1 | 2.0% |
| 8.2 | 3 | |
| 8.1 | 5 | |
| 8 | 6 | |
| 7.9 | 2 | 4.0% |
| 7.8 | 5 | |
| 7.7 | 4 | |
| 7.6 | 4 | |
| 7.5 | 4 | |
| 7.4 | 3 |
exercise_frequency_per_week
Real number (ℝ)
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.72 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4851647 |
|---|---|
| Coefficient of variation (CV) | 0.39923783 |
| Kurtosis | -0.73827842 |
| Mean | 3.72 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.27330506 |
| Sum | 186 |
| Variance | 2.2057143 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 14 | |
| 5 | 10 | |
| 3 | 9 | |
| 6 | 6 | |
| 2 | 6 | |
| 1 | 5 | 10.0% |
| Value | Count | Frequency (%) |
| 1 | 5 | 10.0% |
| 2 | 6 | |
| 3 | 9 | |
| 4 | 14 | |
| 5 | 10 | |
| 6 | 6 |
| Value | Count | Frequency (%) |
| 6 | 6 | |
| 5 | 10 | |
| 4 | 14 | |
| 3 | 9 | |
| 2 | 6 | |
| 1 | 5 | 10.0% |
Interactions
Correlations
| alcohol_consumption | blood_pressure_diastolic | blood_pressure_systolic | blood_type | bmi | cholesterol_total | current_insurance_provider | exercise_frequency_per_week | fitness_level | glucose_level | height_cm | resting_heart_rate | sleep_hours_avg | smoking_status | weight_kg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| alcohol_consumption | 1.000 | 0.440 | 0.513 | 0.253 | 0.565 | 0.425 | 0.000 | 0.440 | 0.405 | 0.395 | 0.369 | 0.369 | 0.449 | 0.454 | 0.538 |
| blood_pressure_diastolic | 0.440 | 1.000 | 0.979 | 0.142 | 0.624 | 0.964 | 0.000 | -0.891 | 0.896 | 0.950 | 0.399 | 0.958 | -0.943 | 0.536 | 0.535 |
| blood_pressure_systolic | 0.513 | 0.979 | 1.000 | 0.090 | 0.585 | 0.959 | 0.000 | -0.888 | 0.814 | 0.940 | 0.374 | 0.956 | -0.929 | 0.764 | 0.506 |
| blood_type | 0.253 | 0.142 | 0.090 | 1.000 | 0.137 | 0.000 | 0.565 | 0.147 | 0.064 | 0.000 | 0.255 | 0.076 | 0.000 | 0.055 | 0.100 |
| bmi | 0.565 | 0.624 | 0.585 | 0.137 | 1.000 | 0.602 | 0.286 | -0.516 | 0.492 | 0.543 | 0.855 | 0.565 | -0.579 | 0.639 | 0.959 |
| cholesterol_total | 0.425 | 0.964 | 0.959 | 0.000 | 0.602 | 1.000 | 0.000 | -0.884 | 0.774 | 0.987 | 0.415 | 0.942 | -0.958 | 0.819 | 0.529 |
| current_insurance_provider | 0.000 | 0.000 | 0.000 | 0.565 | 0.286 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.367 | 0.000 | 0.000 | 0.000 | 0.210 |
| exercise_frequency_per_week | 0.440 | -0.891 | -0.888 | 0.147 | -0.516 | -0.884 | 0.000 | 1.000 | 0.941 | -0.883 | -0.244 | -0.896 | 0.878 | 0.614 | -0.404 |
| fitness_level | 0.405 | 0.896 | 0.814 | 0.064 | 0.492 | 0.774 | 0.000 | 0.941 | 1.000 | 0.776 | 0.052 | 0.829 | 0.875 | 0.556 | 0.445 |
| glucose_level | 0.395 | 0.950 | 0.940 | 0.000 | 0.543 | 0.987 | 0.000 | -0.883 | 0.776 | 1.000 | 0.353 | 0.934 | -0.953 | 0.787 | 0.471 |
| height_cm | 0.369 | 0.399 | 0.374 | 0.255 | 0.855 | 0.415 | 0.367 | -0.244 | 0.052 | 0.353 | 1.000 | 0.342 | -0.389 | 0.130 | 0.948 |
| resting_heart_rate | 0.369 | 0.958 | 0.956 | 0.076 | 0.565 | 0.942 | 0.000 | -0.896 | 0.829 | 0.934 | 0.342 | 1.000 | -0.921 | 0.635 | 0.479 |
| sleep_hours_avg | 0.449 | -0.943 | -0.929 | 0.000 | -0.579 | -0.958 | 0.000 | 0.878 | 0.875 | -0.953 | -0.389 | -0.921 | 1.000 | 0.549 | -0.510 |
| smoking_status | 0.454 | 0.536 | 0.764 | 0.055 | 0.639 | 0.819 | 0.000 | 0.614 | 0.556 | 0.787 | 0.130 | 0.635 | 0.549 | 1.000 | 0.677 |
| weight_kg | 0.538 | 0.535 | 0.506 | 0.100 | 0.959 | 0.529 | 0.210 | -0.404 | 0.445 | 0.471 | 0.948 | 0.479 | -0.510 | 0.677 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| user_id | height_cm | weight_kg | bmi | blood_type | medical_conditions | allergies | current_insurance_provider | fitness_level | resting_heart_rate | blood_pressure_systolic | blood_pressure_diastolic | cholesterol_total | glucose_level | last_medical_checkup | medications | smoking_status | alcohol_consumption | sleep_hours_avg | exercise_frequency_per_week | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | USR001 | 178 | 72 | 22.7 | A+ | NaN | Pollen | Techniker Krankenkasse | Intermediate | 68 | 120 | 80 | 180 | 95 | 2023-08-15 | NaN | Non-smoker | Moderate | 7.5 | 4 |
| 1 | USR002 | 165 | 58 | 21.3 | O- | NaN | NaN | AOK Bayern | Advanced | 62 | 115 | 75 | 165 | 88 | 2023-09-20 | NaN | Non-smoker | Low | 8.0 | 6 |
| 2 | USR003 | 182 | 85 | 25.7 | B+ | Hypertension | Shellfish | Barmer | Beginner | 75 | 140 | 90 | 220 | 102 | 2023-07-10 | Lisinopril | Non-smoker | Moderate | 6.5 | 2 |
| 3 | USR004 | 170 | 63 | 21.8 | AB+ | NaN | Nuts | DAK-Gesundheit | Intermediate | 70 | 125 | 82 | 175 | 92 | 2023-09-05 | NaN | Non-smoker | Low | 7.8 | 5 |
| 4 | USR005 | 175 | 78 | 25.5 | A- | Diabetes Type 2 | NaN | Allianz Private | Beginner | 72 | 135 | 85 | 240 | 125 | 2023-08-30 | Metformin | Ex-smoker | High | 6.8 | 1 |
| 5 | USR006 | 168 | 61 | 21.6 | O+ | NaN | Latex | Techniker Krankenkasse | Advanced | 64 | 118 | 78 | 170 | 89 | 2023-09-12 | NaN | Non-smoker | Low | 8.2 | 5 |
| 6 | USR007 | 180 | 76 | 23.5 | A+ | NaN | NaN | AOK Nordrhein | Intermediate | 69 | 128 | 83 | 185 | 96 | 2023-08-25 | NaN | Non-smoker | Moderate | 7.4 | 4 |
| 7 | USR008 | 162 | 55 | 21.0 | B- | Asthma | Dust mites | BKK VBU | Intermediate | 66 | 122 | 79 | 172 | 91 | 2023-09-18 | Salbutamol | Non-smoker | Low | 7.9 | 3 |
| 8 | USR009 | 176 | 82 | 26.5 | O+ | Lower back pain | NaN | IKK classic | Beginner | 74 | 132 | 88 | 195 | 98 | 2023-07-28 | Ibuprofen | Smoker | High | 6.2 | 2 |
| 9 | USR010 | 172 | 64 | 21.6 | AB- | NaN | Cats | HEK | Advanced | 63 | 119 | 76 | 168 | 87 | 2023-09-08 | NaN | Non-smoker | Moderate | 8.1 | 6 |
| user_id | height_cm | weight_kg | bmi | blood_type | medical_conditions | allergies | current_insurance_provider | fitness_level | resting_heart_rate | blood_pressure_systolic | blood_pressure_diastolic | cholesterol_total | glucose_level | last_medical_checkup | medications | smoking_status | alcohol_consumption | sleep_hours_avg | exercise_frequency_per_week | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40 | USR041 | 179 | 82 | 25.6 | AB- | NaN | NaN | Techniker Krankenkasse | Intermediate | 68 | 124 | 81 | 178 | 93 | 2023-08-21 | NaN | Non-smoker | High | 7.6 | 4 |
| 41 | USR042 | 166 | 59 | 21.4 | O+ | Celiac disease | Gluten | AOK Bayern | Intermediate | 69 | 125 | 82 | 179 | 95 | 2023-09-09 | NaN | Non-smoker | Moderate | 7.7 | 4 |
| 42 | USR043 | 178 | 80 | 25.2 | B+ | NaN | NaN | Barmer | Beginner | 73 | 131 | 86 | 188 | 98 | 2023-07-27 | NaN | Smoker | High | 6.3 | 2 |
| 43 | USR044 | 170 | 62 | 21.5 | A- | NaN | Latex | DAK-Gesundheit | Advanced | 63 | 119 | 77 | 168 | 89 | 2023-09-21 | NaN | Non-smoker | Low | 8.0 | 5 |
| 44 | USR045 | 175 | 74 | 24.2 | O- | NaN | NaN | IKK classic | Intermediate | 71 | 127 | 84 | 182 | 96 | 2023-08-16 | NaN | Non-smoker | Moderate | 7.5 | 3 |
| 45 | USR046 | 168 | 60 | 21.3 | AB+ | Prediabetes | NaN | Techniker Krankenkasse | Intermediate | 70 | 128 | 83 | 195 | 110 | 2023-09-02 | NaN | Non-smoker | Moderate | 7.3 | 4 |
| 46 | USR047 | 180 | 84 | 25.9 | A+ | NaN | NaN | BKK VBU | Beginner | 76 | 134 | 87 | 200 | 102 | 2023-07-24 | NaN | Ex-smoker | High | 6.4 | 1 |
| 47 | USR048 | 164 | 57 | 21.2 | B- | NaN | Pollen | AOK Nordrhein | Advanced | 65 | 120 | 78 | 171 | 90 | 2023-09-12 | NaN | Non-smoker | Low | 8.1 | 5 |
| 48 | USR049 | 177 | 78 | 24.9 | O+ | NaN | NaN | HEK | Intermediate | 67 | 122 | 80 | 176 | 92 | 2023-08-27 | NaN | Non-smoker | Moderate | 7.8 | 4 |
| 49 | USR050 | 165 | 58 | 21.3 | A- | Hypothyroidism | Iodine | Allianz Private | Intermediate | 68 | 124 | 81 | 177 | 94 | 2023-09-05 | Levothyroxine | Non-smoker | Low | 7.6 | 3 |